{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<table border=\"0\">\n",
    "    <tr>\n",
    "        <td>\n",
    "            <img src=\"https://ictd2016.files.wordpress.com/2016/04/microsoft-research-logo-copy.jpg\" style=\"width 30px;\" />\n",
    "             </td>\n",
    "        <td>\n",
    "            <img src=\"https://www.microsoft.com/en-us/research/wp-content/uploads/2016/12/MSR-ALICE-HeaderGraphic-1920x720_1-800x550.jpg\" style=\"width 100px;\"/></td>\n",
    "        </tr>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interpreting Heterogeneous Effect Models with SHAP\n",
    "\n",
    "[SHAP](https://shap.readthedocs.io/en/latest/) is a popular open source library for interpreting black-box machine learning models using the [Shapley values methodology](https://proceedings.neurips.cc/paper/2017/hash/8a20a8621978632d76c43dfd28b67767-Abstract.html).\n",
    "\n",
    "Similar to how black-box predictive machine learning models can be explained with SHAP, we can also explain black-box effect heterogeneity models. This approach provides an explanation as to why a heterogeneous causal effect model produced larger or smaller effect values for particular segments of the population. Which were the features that lead to such differentiation? This question is easy to address when the model is succinctly described, such as the case of linear heterogeneity models, where one can simply investigate the coefficients of the model. However, it becomes hard when one starts using more expressive models, such as Random Forests and Causal Forests to model effect heterogeneity. SHAP values can be of immense help to understand the leading factors of effect heterogeneity that the model picked up from the training data.\n",
    "\n",
    "Our package offers seamless integration with the SHAP library. Every `CateEstimator` has a method `shap_values`, which returns the SHAP value explanation of the estimators output for every treatment and outcome pair. These values can then be visualized with the plethora of visualizations that the SHAP library offers. Moreover, whenever possible our library invokes fast specialized algorithms from the SHAP library, for each type of final model, which can greatly reduce computation times.\n",
    "\n",
    "\n",
    "## Notebook Contents\n",
    "\n",
    "1. [Single Treatment - Single Outcome](#1.-Single-Treatment---Single-Outcome)\n",
    "2. [Many Treatments - Many Outcomes](#2.-Many-Treatments---Many-Outcomes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Ignore warnings\n",
    "from econml.dml import CausalForestDML, LinearDML, NonParamDML\n",
    "from econml.dr import DRLearner\n",
    "from econml.metalearners import DomainAdaptationLearner, XLearner\n",
    "from econml.iv.dr import LinearIntentToTreatDRIV\n",
    "import numpy as np\n",
    "import scipy.special\n",
    "import matplotlib.pyplot as plt\n",
    "import shap\n",
    "from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Single Treatment - Single Outcome"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(123)\n",
    "n_samples = 5000\n",
    "n_features = 10\n",
    "def true_te(X):\n",
    "    return (X[:, 0] > 0) * X[:, 0]\n",
    "X = np.random.normal(0, 1, size=(n_samples, n_features))\n",
    "W = np.random.normal(0, 1, size=(n_samples, n_features))\n",
    "T = np.random.binomial(1, scipy.special.expit(X[:, 0]))\n",
    "y = true_te(X) * T + 5.0 * X[:, 0] + np.random.normal(0, .1, size=(n_samples,))\n",
    "X_test = X[:min(100, n_samples)].copy()\n",
    "X_test[:, 0] = np.linspace(np.percentile(X[:, 0], 1), np.percentile(X[:, 0], 99), min(100, n_samples))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "est = CausalForestDML(random_state=123)\n",
    "est.fit(y, T, X=X, W=W)\n",
    "shap_values = est.shap_values(X[:20])\n",
    "shap.plots.beeswarm(shap_values['Y0']['T0'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "est = LinearDML(random_state=123)\n",
    "est.fit(y, T, X=X, W=W)\n",
    "shap_values = est.shap_values(X[:20])\n",
    "shap.plots.beeswarm(shap_values['Y0']['T0'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "est = NonParamDML(model_y=RandomForestRegressor(min_samples_leaf=20, random_state=123),\n",
    "                  model_t=RandomForestRegressor(min_samples_leaf=20, random_state=123),\n",
    "                  model_final=RandomForestRegressor(min_samples_leaf=20, random_state=123),\n",
    "                  random_state=123)\n",
    "est.fit(y.ravel(), T.ravel(), X=X, W=W)\n",
    "shap_values = est.shap_values(X[:20])\n",
    "shap.plots.beeswarm(shap_values['Y0']['T0'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "est = DRLearner(model_regression=RandomForestRegressor(min_samples_leaf=20, random_state=123),\n",
    "                model_propensity=RandomForestClassifier(min_samples_leaf=20, random_state=123),\n",
    "                model_final=RandomForestRegressor(min_samples_leaf=20, random_state=123),\n",
    "                random_state=123)\n",
    "est.fit(y.ravel(), T.ravel(), X=X, W=W)\n",
    "shap_values = est.shap_values(X[:20])\n",
    "shap.plots.beeswarm(shap_values['Y0']['T0_1'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "est = DomainAdaptationLearner(models=RandomForestRegressor(min_samples_leaf=20, random_state=123),\n",
    "                              final_models=RandomForestRegressor(min_samples_leaf=20, random_state=123),\n",
    "                              propensity_model=RandomForestClassifier(min_samples_leaf=20, random_state=123))\n",
    "est.fit(y.ravel(), T.ravel(), X=X)\n",
    "shap_values = est.shap_values(X[:20])\n",
    "shap.plots.beeswarm(shap_values['Y0']['T0_1'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exact explainer: 21it [00:25,  1.20s/it]                                                                               \n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Xlearner.shap_values uses a slow shap exact explainer, as there is no well defined final model\n",
    "# for the XLearner method.\n",
    "est = XLearner(models=RandomForestRegressor(min_samples_leaf=20, random_state=123),\n",
    "               cate_models=RandomForestRegressor(min_samples_leaf=20, random_state=123),\n",
    "               propensity_model=RandomForestClassifier(min_samples_leaf=20, random_state=123))\n",
    "est.fit(y.ravel(), T.ravel(), X=X)\n",
    "shap_values = est.shap_values(X[:20])\n",
    "shap.plots.beeswarm(shap_values['Y0']['T0_1'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 576x396 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "est = LinearIntentToTreatDRIV(model_y_xw=RandomForestRegressor(min_samples_leaf=20, random_state=123),\n",
    "                              model_t_xwz=RandomForestClassifier(min_samples_leaf=20, random_state=123),\n",
    "                              flexible_model_effect=RandomForestRegressor(min_samples_leaf=20, random_state=123),\n",
    "                              random_state=123)\n",
    "est.fit(y.ravel(), T.ravel(), Z=T.ravel(), X=X, W=W)\n",
    "shap_values = est.shap_values(X[:20])\n",
    "shap.plots.beeswarm(shap_values['Y0']['T0_1'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. Many Treatments - Many Outcomes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(123)\n",
    "n_samples = 5000\n",
    "n_features = 10\n",
    "n_treatments = 2\n",
    "n_outputs = 3\n",
    "def true_te(X):\n",
    "    return np.hstack([(X[:, [0]] > 0) * X[:, [0]],\n",
    "                      np.ones((X.shape[0], n_treatments - 1)) * np.arange(1, n_treatments).reshape(1, -1)])\n",
    "X = np.random.normal(0, 1, size=(n_samples, n_features))\n",
    "W = np.random.normal(0, 1, size=(n_samples, n_features))\n",
    "T = np.random.normal(0, 1, size=(n_samples, n_treatments))\n",
    "for t in range(n_treatments):\n",
    "    T[:, t] = np.random.binomial(1, scipy.special.expit(X[:, 0]))\n",
    "y = np.sum(true_te(X) * T, axis=1, keepdims=True) + 5.0 * X[:, [0]] + np.random.normal(0, .1, size=(n_samples, 1))\n",
    "y = np.tile(y, (1, n_outputs))\n",
    "for j in range(n_outputs):\n",
    "    y[:, j] = (j + 1) * y[:, j]\n",
    "X_test = X[:min(100, n_samples)].copy()\n",
    "X_test[:, 0] = np.linspace(np.percentile(X[:, 0], 1), np.percentile(X[:, 0], 99), min(100, n_samples))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<econml.dml.causal_forest.CausalForestDML at 0x251b9903d88>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "est = CausalForestDML(n_estimators=400, random_state=123)\n",
    "est.fit(y, T, X=X, W=W)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 98%|===================| 391/400 [00:22<00:00]        "
     ]
    }
   ],
   "source": [
    "shap_values = est.shap_values(X[:200])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1080 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(25, 15))\n",
    "for j in range(n_treatments):\n",
    "    for i in range(n_outputs):\n",
    "        plt.subplot(n_treatments, n_outputs, i + j * n_outputs + 1)\n",
    "        plt.title(\"Y{}, T{}\".format(i, j))\n",
    "        shap.plots.beeswarm(shap_values['Y' + str(i)]['T' + str(j)], plot_size=None, show=False)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
